Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 10127 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.2 MiB |
| Average record size in memory | 128.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 6 |
| Text | 2 |
tipo_cartao is highly imbalanced (79.2%) | Imbalance |
id has unique values | Unique |
dependentes has 904 (8.9%) zeros | Zeros |
iteracoes_12m has 399 (3.9%) zeros | Zeros |
Reproduction
| Analysis started | 2024-04-29 18:36:33.129042 |
|---|---|
| Analysis finished | 2024-04-29 18:36:41.004056 |
| Duration | 7.88 seconds |
| Software version | ydata-profiling vv4.7.0 |
| Download configuration | config.json |
id
Real number (ℝ)
UNIQUE 
| Distinct | 10127 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.3917761 × 108 |
| Minimum | 7.0808208 × 108 |
|---|---|
| Maximum | 8.2834308 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 7.0808208 × 108 |
|---|---|
| 5-th percentile | 7.0912039 × 108 |
| Q1 | 7.1303677 × 108 |
| median | 7.1792636 × 108 |
| Q3 | 7.7314353 × 108 |
| 95-th percentile | 8.1421203 × 108 |
| Maximum | 8.2834308 × 108 |
| Range | 1.20261 × 108 |
| Interquartile range (IQR) | 60106762 |
Descriptive statistics
| Standard deviation | 36903783 |
|---|---|
| Coefficient of variation (CV) | 0.049925462 |
| Kurtosis | -0.6156397 |
| Mean | 7.3917761 × 108 |
| Median Absolute Deviation (MAD) | 6347700 |
| Skewness | 0.99560101 |
| Sum | 7.4856516 × 1012 |
| Variance | 1.3618892 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 768805383 | 1 | < 0.1% |
| 711784908 | 1 | < 0.1% |
| 720133908 | 1 | < 0.1% |
| 803197833 | 1 | < 0.1% |
| 812222208 | 1 | < 0.1% |
| 757634583 | 1 | < 0.1% |
| 719362458 | 1 | < 0.1% |
| 789331908 | 1 | < 0.1% |
| 715616358 | 1 | < 0.1% |
| 806900508 | 1 | < 0.1% |
| Other values (10117) | 10117 |
| Value | Count | Frequency (%) |
| 708082083 | 1 | |
| 708083283 | 1 | |
| 708084558 | 1 | |
| 708085458 | 1 | |
| 708086958 | 1 | |
| 708095133 | 1 | |
| 708098133 | 1 | |
| 708099183 | 1 | |
| 708100533 | 1 | |
| 708103608 | 1 |
| Value | Count | Frequency (%) |
| 828343083 | 1 | |
| 828298908 | 1 | |
| 828294933 | 1 | |
| 828291858 | 1 | |
| 828288333 | 1 | |
| 828285858 | 1 | |
| 828281733 | 1 | |
| 828236133 | 1 | |
| 828227433 | 1 | |
| 828215508 | 1 |
default
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10127 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 8500 | |
| 1 | 1627 | 16.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 8500 | |
| 1 | 1627 | 16.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8500 | |
| 1 | 1627 | 16.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10127 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8500 | |
| 1 | 1627 | 16.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10127 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8500 | |
| 1 | 1627 | 16.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10127 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8500 | |
| 1 | 1627 | 16.1% |
idade
Real number (ℝ)
| Distinct | 45 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.32596 |
| Minimum | 26 |
|---|---|
| Maximum | 73 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 26 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 41 |
| median | 46 |
| Q3 | 52 |
| 95-th percentile | 60 |
| Maximum | 73 |
| Range | 47 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.016814 |
|---|---|
| Coefficient of variation (CV) | 0.1730523 |
| Kurtosis | -0.28861992 |
| Mean | 46.32596 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.033605016 |
| Sum | 469143 |
| Variance | 64.269307 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 44 | 500 | 4.9% |
| 49 | 495 | 4.9% |
| 46 | 490 | 4.8% |
| 45 | 486 | 4.8% |
| 47 | 479 | 4.7% |
| 43 | 473 | 4.7% |
| 48 | 472 | 4.7% |
| 50 | 452 | 4.5% |
| 42 | 426 | 4.2% |
| 51 | 398 | 3.9% |
| Other values (35) | 5456 |
| Value | Count | Frequency (%) |
| 26 | 78 | |
| 27 | 32 | 0.3% |
| 28 | 29 | 0.3% |
| 29 | 56 | 0.6% |
| 30 | 70 | 0.7% |
| 31 | 91 | |
| 32 | 106 | |
| 33 | 127 | |
| 34 | 146 | |
| 35 | 184 |
| Value | Count | Frequency (%) |
| 73 | 1 | < 0.1% |
| 70 | 1 | < 0.1% |
| 68 | 2 | < 0.1% |
| 67 | 4 | < 0.1% |
| 66 | 2 | < 0.1% |
| 65 | 101 | |
| 64 | 43 | |
| 63 | 65 | |
| 62 | 93 | |
| 61 | 93 |
sexo
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.2 KiB |
| F | |
|---|---|
| M |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10127 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | F |
| 3rd row | M |
| 4th row | F |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| F | 5358 | |
| M | 4769 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| f | 5358 | |
| m | 4769 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 5358 | |
| M | 4769 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10127 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| F | 5358 | |
| M | 4769 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10127 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| F | 5358 | |
| M | 4769 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10127 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| F | 5358 | |
| M | 4769 |
dependentes
Real number (ℝ)
ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3462032 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 904 |
| Zeros (%) | 8.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.2989083 |
|---|---|
| Coefficient of variation (CV) | 0.55362142 |
| Kurtosis | -0.68301665 |
| Mean | 2.3462032 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.020825536 |
| Sum | 23760 |
| Variance | 1.6871629 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 2732 | |
| 2 | 2655 | |
| 1 | 1838 | |
| 4 | 1574 | |
| 0 | 904 | 8.9% |
| 5 | 424 | 4.2% |
| Value | Count | Frequency (%) |
| 0 | 904 | 8.9% |
| 1 | 1838 | |
| 2 | 2655 | |
| 3 | 2732 | |
| 4 | 1574 | |
| 5 | 424 | 4.2% |
| Value | Count | Frequency (%) |
| 5 | 424 | 4.2% |
| 4 | 1574 | |
| 3 | 2732 | |
| 2 | 2655 | |
| 1 | 1838 | |
| 0 | 904 | 8.9% |
escolaridade
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.2 KiB |
| mestrado | |
|---|---|
| ensino medio | |
| na | |
| sem educacao formal | |
| graduacao |
Length
| Max length | 19 |
|---|---|
| Median length | 12 |
| Mean length | 9.7058359 |
| Min length | 2 |
Characters and Unicode
| Total characters | 98291 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ensino medio |
|---|---|
| 2nd row | mestrado |
| 3rd row | mestrado |
| 4th row | ensino medio |
| 5th row | sem educacao formal |
Common Values
| Value | Count | Frequency (%) |
| mestrado | 3128 | |
| ensino medio | 2013 | |
| na | 1519 | |
| sem educacao formal | 1487 | |
| graduacao | 1013 | 10.0% |
| doutorado | 967 | 9.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| mestrado | 3128 | |
| ensino | 2013 | |
| medio | 2013 | |
| na | 1519 | |
| sem | 1487 | |
| educacao | 1487 | |
| formal | 1487 | |
| graduacao | 1013 | 6.7% |
| doutorado | 967 | 6.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 14042 | |
| a | 13114 | |
| e | 10128 | |
| d | 9575 | |
| m | 8115 | |
| s | 6628 | |
| r | 6595 | |
| n | 5545 | 5.6% |
| 4987 | 5.1% | |
| t | 4095 | 4.2% |
| Other values (6) | 15467 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 98291 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 14042 | |
| a | 13114 | |
| e | 10128 | |
| d | 9575 | |
| m | 8115 | |
| s | 6628 | |
| r | 6595 | |
| n | 5545 | 5.6% |
| 4987 | 5.1% | |
| t | 4095 | 4.2% |
| Other values (6) | 15467 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 98291 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 14042 | |
| a | 13114 | |
| e | 10128 | |
| d | 9575 | |
| m | 8115 | |
| s | 6628 | |
| r | 6595 | |
| n | 5545 | 5.6% |
| 4987 | 5.1% | |
| t | 4095 | 4.2% |
| Other values (6) | 15467 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 98291 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 14042 | |
| a | 13114 | |
| e | 10128 | |
| d | 9575 | |
| m | 8115 | |
| s | 6628 | |
| r | 6595 | |
| n | 5545 | 5.6% |
| 4987 | 5.1% | |
| t | 4095 | 4.2% |
| Other values (6) | 15467 |
estado_civil
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.2 KiB |
| casado | |
|---|---|
| solteiro | |
| na | |
| divorciado |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 6.7783154 |
| Min length | 2 |
Characters and Unicode
| Total characters | 68644 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | casado |
|---|---|
| 2nd row | solteiro |
| 3rd row | casado |
| 4th row | na |
| 5th row | casado |
Common Values
| Value | Count | Frequency (%) |
| casado | 4687 | |
| solteiro | 3943 | |
| na | 749 | 7.4% |
| divorciado | 748 | 7.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| casado | 4687 | |
| solteiro | 3943 | |
| na | 749 | 7.4% |
| divorciado | 748 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 14069 | |
| a | 10871 | |
| s | 8630 | |
| d | 6183 | |
| i | 5439 | 7.9% |
| c | 5435 | 7.9% |
| r | 4691 | 6.8% |
| l | 3943 | 5.7% |
| t | 3943 | 5.7% |
| e | 3943 | 5.7% |
| Other values (2) | 1497 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 68644 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 14069 | |
| a | 10871 | |
| s | 8630 | |
| d | 6183 | |
| i | 5439 | 7.9% |
| c | 5435 | 7.9% |
| r | 4691 | 6.8% |
| l | 3943 | 5.7% |
| t | 3943 | 5.7% |
| e | 3943 | 5.7% |
| Other values (2) | 1497 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 68644 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 14069 | |
| a | 10871 | |
| s | 8630 | |
| d | 6183 | |
| i | 5439 | 7.9% |
| c | 5435 | 7.9% |
| r | 4691 | 6.8% |
| l | 3943 | 5.7% |
| t | 3943 | 5.7% |
| e | 3943 | 5.7% |
| Other values (2) | 1497 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 68644 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 14069 | |
| a | 10871 | |
| s | 8630 | |
| d | 6183 | |
| i | 5439 | 7.9% |
| c | 5435 | 7.9% |
| r | 4691 | 6.8% |
| l | 3943 | 5.7% |
| t | 3943 | 5.7% |
| e | 3943 | 5.7% |
| Other values (2) | 1497 | 2.2% |
salario_anual
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.2 KiB |
| menos que $40K | |
|---|---|
| $40K - $60K | |
| $80K - $120K | |
| $60K - $80K | |
| na |
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 10.931075 |
| Min length | 2 |
Characters and Unicode
| Total characters | 110699 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | $60K - $80K |
|---|---|
| 2nd row | menos que $40K |
| 3rd row | $80K - $120K |
| 4th row | menos que $40K |
| 5th row | $60K - $80K |
Common Values
| Value | Count | Frequency (%) |
| menos que $40K | 3561 | |
| $40K - $60K | 1790 | |
| $80K - $120K | 1535 | |
| $60K - $80K | 1402 | 13.8% |
| na | 1112 | 11.0% |
| $120K + | 727 | 7.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 5454 | ||
| 40k | 5351 | |
| menos | 3561 | |
| que | 3561 | |
| 60k | 3192 | |
| 80k | 2937 | |
| 120k | 2262 | |
| na | 1112 | 4.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 17303 | ||
| $ | 13742 | |
| K | 13742 | |
| 0 | 13742 | |
| e | 7122 | 6.4% |
| 4 | 5351 | 4.8% |
| - | 4727 | 4.3% |
| n | 4673 | 4.2% |
| m | 3561 | 3.2% |
| u | 3561 | 3.2% |
| Other values (9) | 23175 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 110699 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 17303 | ||
| $ | 13742 | |
| K | 13742 | |
| 0 | 13742 | |
| e | 7122 | 6.4% |
| 4 | 5351 | 4.8% |
| - | 4727 | 4.3% |
| n | 4673 | 4.2% |
| m | 3561 | 3.2% |
| u | 3561 | 3.2% |
| Other values (9) | 23175 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 110699 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 17303 | ||
| $ | 13742 | |
| K | 13742 | |
| 0 | 13742 | |
| e | 7122 | 6.4% |
| 4 | 5351 | 4.8% |
| - | 4727 | 4.3% |
| n | 4673 | 4.2% |
| m | 3561 | 3.2% |
| u | 3561 | 3.2% |
| Other values (9) | 23175 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 110699 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 17303 | ||
| $ | 13742 | |
| K | 13742 | |
| 0 | 13742 | |
| e | 7122 | 6.4% |
| 4 | 5351 | 4.8% |
| - | 4727 | 4.3% |
| n | 4673 | 4.2% |
| m | 3561 | 3.2% |
| u | 3561 | 3.2% |
| Other values (9) | 23175 |
tipo_cartao
Categorical
IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.2 KiB |
| blue | |
|---|---|
| silver | 555 |
| gold | 116 |
| platinum | 20 |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 4.1175077 |
| Min length | 4 |
Characters and Unicode
| Total characters | 41698 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | blue |
|---|---|
| 2nd row | blue |
| 3rd row | blue |
| 4th row | blue |
| 5th row | blue |
Common Values
| Value | Count | Frequency (%) |
| blue | 9436 | |
| silver | 555 | 5.5% |
| gold | 116 | 1.1% |
| platinum | 20 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| blue | 9436 | |
| silver | 555 | 5.5% |
| gold | 116 | 1.1% |
| platinum | 20 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 10127 | |
| e | 9991 | |
| u | 9456 | |
| b | 9436 | |
| i | 575 | 1.4% |
| s | 555 | 1.3% |
| v | 555 | 1.3% |
| r | 555 | 1.3% |
| g | 116 | 0.3% |
| o | 116 | 0.3% |
| Other values (6) | 216 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 41698 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 10127 | |
| e | 9991 | |
| u | 9456 | |
| b | 9436 | |
| i | 575 | 1.4% |
| s | 555 | 1.3% |
| v | 555 | 1.3% |
| r | 555 | 1.3% |
| g | 116 | 0.3% |
| o | 116 | 0.3% |
| Other values (6) | 216 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 41698 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 10127 | |
| e | 9991 | |
| u | 9456 | |
| b | 9436 | |
| i | 575 | 1.4% |
| s | 555 | 1.3% |
| v | 555 | 1.3% |
| r | 555 | 1.3% |
| g | 116 | 0.3% |
| o | 116 | 0.3% |
| Other values (6) | 216 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 41698 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 10127 | |
| e | 9991 | |
| u | 9456 | |
| b | 9436 | |
| i | 575 | 1.4% |
| s | 555 | 1.3% |
| v | 555 | 1.3% |
| r | 555 | 1.3% |
| g | 116 | 0.3% |
| o | 116 | 0.3% |
| Other values (6) | 216 | 0.5% |
meses_de_relacionamento
Real number (ℝ)
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.928409 |
| Minimum | 13 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 31 |
| median | 36 |
| Q3 | 40 |
| 95-th percentile | 50 |
| Maximum | 56 |
| Range | 43 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.9864163 |
|---|---|
| Coefficient of variation (CV) | 0.22228695 |
| Kurtosis | 0.40010012 |
| Mean | 35.928409 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.10656536 |
| Sum | 363847 |
| Variance | 63.782846 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 36 | 2463 | |
| 37 | 358 | 3.5% |
| 34 | 353 | 3.5% |
| 38 | 347 | 3.4% |
| 39 | 341 | 3.4% |
| 40 | 333 | 3.3% |
| 31 | 318 | 3.1% |
| 35 | 317 | 3.1% |
| 33 | 305 | 3.0% |
| 30 | 300 | 3.0% |
| Other values (34) | 4692 |
| Value | Count | Frequency (%) |
| 13 | 70 | |
| 14 | 16 | 0.2% |
| 15 | 34 | 0.3% |
| 16 | 29 | 0.3% |
| 17 | 39 | 0.4% |
| 18 | 58 | |
| 19 | 63 | |
| 20 | 74 | |
| 21 | 83 | |
| 22 | 105 |
| Value | Count | Frequency (%) |
| 56 | 103 | |
| 55 | 42 | 0.4% |
| 54 | 53 | 0.5% |
| 53 | 78 | |
| 52 | 62 | 0.6% |
| 51 | 80 | |
| 50 | 96 | |
| 49 | 141 | |
| 48 | 162 | |
| 47 | 171 |
qtd_produtos
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8125802 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5544079 |
|---|---|
| Coefficient of variation (CV) | 0.40770496 |
| Kurtosis | -1.0061305 |
| Mean | 3.8125802 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.16245241 |
| Sum | 38610 |
| Variance | 2.4161838 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 2305 | |
| 4 | 1912 | |
| 5 | 1891 | |
| 6 | 1866 | |
| 2 | 1243 | |
| 1 | 910 | 9.0% |
| Value | Count | Frequency (%) |
| 1 | 910 | 9.0% |
| 2 | 1243 | |
| 3 | 2305 | |
| 4 | 1912 | |
| 5 | 1891 | |
| 6 | 1866 |
| Value | Count | Frequency (%) |
| 6 | 1866 | |
| 5 | 1891 | |
| 4 | 1912 | |
| 3 | 2305 | |
| 2 | 1243 | |
| 1 | 910 | 9.0% |
iteracoes_12m
Real number (ℝ)
ZEROS 
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4553175 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 399 |
| Zeros (%) | 3.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1062251 |
|---|---|
| Coefficient of variation (CV) | 0.45054261 |
| Kurtosis | 0.00086265663 |
| Mean | 2.4553175 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.011005626 |
| Sum | 24865 |
| Variance | 1.2237341 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 3380 | |
| 2 | 3227 | |
| 1 | 1499 | |
| 4 | 1392 | |
| 0 | 399 | 3.9% |
| 5 | 176 | 1.7% |
| 6 | 54 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 399 | 3.9% |
| 1 | 1499 | |
| 2 | 3227 | |
| 3 | 3380 | |
| 4 | 1392 | |
| 5 | 176 | 1.7% |
| 6 | 54 | 0.5% |
| Value | Count | Frequency (%) |
| 6 | 54 | 0.5% |
| 5 | 176 | 1.7% |
| 4 | 1392 | |
| 3 | 3380 | |
| 2 | 3227 | |
| 1 | 1499 | |
| 0 | 399 | 3.9% |
meses_inativo_12m
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3411672 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 29 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.0106224 |
|---|---|
| Coefficient of variation (CV) | 0.4316746 |
| Kurtosis | 1.0985226 |
| Mean | 2.3411672 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.63306113 |
| Sum | 23709 |
| Variance | 1.0213576 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 3846 | |
| 2 | 3282 | |
| 1 | 2233 | |
| 4 | 435 | 4.3% |
| 5 | 178 | 1.8% |
| 6 | 124 | 1.2% |
| 0 | 29 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 29 | 0.3% |
| 1 | 2233 | |
| 2 | 3282 | |
| 3 | 3846 | |
| 4 | 435 | 4.3% |
| 5 | 178 | 1.8% |
| 6 | 124 | 1.2% |
| Value | Count | Frequency (%) |
| 6 | 124 | 1.2% |
| 5 | 178 | 1.8% |
| 4 | 435 | 4.3% |
| 3 | 3846 | |
| 2 | 3282 | |
| 1 | 2233 | |
| 0 | 29 | 0.3% |
limite_credito
Text
| Distinct | 9272 |
|---|---|
| Distinct (%) | 91.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.2 KiB |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.2719463 |
| Min length | 8 |
Characters and Unicode
| Total characters | 83770 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 9042 ? |
|---|---|
| Unique (%) | 89.3% |
Sample
| 1st row | 12.691,51 |
|---|---|
| 2nd row | 8.256,96 |
| 3rd row | 3.418,56 |
| 4th row | 3.313,03 |
| 5th row | 4.716,22 |
| Value | Count | Frequency (%) |
| 1.438,21 | 11 | 0.1% |
| 34.516,45 | 10 | 0.1% |
| 1.438,72 | 10 | 0.1% |
| 1.438,31 | 10 | 0.1% |
| 34.516,25 | 10 | 0.1% |
| 34.516,56 | 10 | 0.1% |
| 1.438,92 | 10 | 0.1% |
| 1.438,61 | 10 | 0.1% |
| 1.438,33 | 10 | 0.1% |
| 34.516,07 | 10 | 0.1% |
| Other values (9262) | 10026 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 10127 | |
| , | 10127 | |
| 1 | 8426 | |
| 2 | 7711 | |
| 3 | 7322 | |
| 4 | 6715 | |
| 5 | 6046 | |
| 6 | 6038 | |
| 8 | 5698 | |
| 7 | 5240 | |
| Other values (2) | 10320 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 83770 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 10127 | |
| , | 10127 | |
| 1 | 8426 | |
| 2 | 7711 | |
| 3 | 7322 | |
| 4 | 6715 | |
| 5 | 6046 | |
| 6 | 6038 | |
| 8 | 5698 | |
| 7 | 5240 | |
| Other values (2) | 10320 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 83770 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 10127 | |
| , | 10127 | |
| 1 | 8426 | |
| 2 | 7711 | |
| 3 | 7322 | |
| 4 | 6715 | |
| 5 | 6046 | |
| 6 | 6038 | |
| 8 | 5698 | |
| 7 | 5240 | |
| Other values (2) | 10320 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 83770 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 10127 | |
| , | 10127 | |
| 1 | 8426 | |
| 2 | 7711 | |
| 3 | 7322 | |
| 4 | 6715 | |
| 5 | 6046 | |
| 6 | 6038 | |
| 8 | 5698 | |
| 7 | 5240 | |
| Other values (2) | 10320 |
| Distinct | 10035 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.2 KiB |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.043152 |
| Min length | 6 |
Characters and Unicode
| Total characters | 81453 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 9945 ? |
|---|---|
| Unique (%) | 98.2% |
Sample
| 1st row | 1.144,90 |
|---|---|
| 2nd row | 1.291,45 |
| 3rd row | 1.887,72 |
| 4th row | 1.171,56 |
| 5th row | 816,08 |
| Value | Count | Frequency (%) |
| 3.851,51 | 3 | < 0.1% |
| 1.388,72 | 3 | < 0.1% |
| 7.855,26 | 2 | < 0.1% |
| 4.100,15 | 2 | < 0.1% |
| 4.160,20 | 2 | < 0.1% |
| 4.651,47 | 2 | < 0.1% |
| 2.237,14 | 2 | < 0.1% |
| 4.442,32 | 2 | < 0.1% |
| 1.836,23 | 2 | < 0.1% |
| 4.424,76 | 2 | < 0.1% |
| Other values (10025) | 10105 |
Most occurring characters
| Value | Count | Frequency (%) |
| , | 10127 | |
| . | 9967 | |
| 4 | 8290 | |
| 1 | 7794 | |
| 2 | 6838 | |
| 3 | 6774 | |
| 5 | 5811 | |
| 7 | 5443 | |
| 8 | 5241 | |
| 6 | 5124 | |
| Other values (2) | 10044 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 81453 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| , | 10127 | |
| . | 9967 | |
| 4 | 8290 | |
| 1 | 7794 | |
| 2 | 6838 | |
| 3 | 6774 | |
| 5 | 5811 | |
| 7 | 5443 | |
| 8 | 5241 | |
| 6 | 5124 | |
| Other values (2) | 10044 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 81453 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| , | 10127 | |
| . | 9967 | |
| 4 | 8290 | |
| 1 | 7794 | |
| 2 | 6838 | |
| 3 | 6774 | |
| 5 | 5811 | |
| 7 | 5443 | |
| 8 | 5241 | |
| 6 | 5124 | |
| Other values (2) | 10044 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 81453 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| , | 10127 | |
| . | 9967 | |
| 4 | 8290 | |
| 1 | 7794 | |
| 2 | 6838 | |
| 3 | 6774 | |
| 5 | 5811 | |
| 7 | 5443 | |
| 8 | 5241 | |
| 6 | 5124 | |
| Other values (2) | 10044 |
qtd_transacoes_12m
Real number (ℝ)
| Distinct | 126 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.858695 |
| Minimum | 10 |
|---|---|
| Maximum | 139 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 45 |
| median | 67 |
| Q3 | 81 |
| 95-th percentile | 105 |
| Maximum | 139 |
| Range | 129 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 23.47257 |
|---|---|
| Coefficient of variation (CV) | 0.36190322 |
| Kurtosis | -0.36716324 |
| Mean | 64.858695 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.15367307 |
| Sum | 656824 |
| Variance | 550.96156 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 81 | 208 | 2.1% |
| 71 | 203 | 2.0% |
| 75 | 203 | 2.0% |
| 69 | 202 | 2.0% |
| 82 | 202 | 2.0% |
| 76 | 198 | 2.0% |
| 77 | 197 | 1.9% |
| 70 | 193 | 1.9% |
| 74 | 190 | 1.9% |
| 78 | 190 | 1.9% |
| Other values (116) | 8141 |
| Value | Count | Frequency (%) |
| 10 | 4 | < 0.1% |
| 11 | 2 | < 0.1% |
| 12 | 4 | < 0.1% |
| 13 | 5 | < 0.1% |
| 14 | 9 | 0.1% |
| 15 | 16 | |
| 16 | 13 | |
| 17 | 13 | |
| 18 | 23 | |
| 19 | 11 |
| Value | Count | Frequency (%) |
| 139 | 1 | < 0.1% |
| 138 | 1 | < 0.1% |
| 134 | 1 | < 0.1% |
| 132 | 1 | < 0.1% |
| 131 | 6 | |
| 130 | 5 | |
| 129 | 6 | |
| 128 | 10 | |
| 127 | 12 | |
| 126 | 10 |
| id | default | idade | sexo | dependentes | escolaridade | estado_civil | salario_anual | tipo_cartao | meses_de_relacionamento | qtd_produtos | iteracoes_12m | meses_inativo_12m | limite_credito | valor_transacoes_12m | qtd_transacoes_12m | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 768805383 | 0 | 45 | M | 3 | ensino medio | casado | $60K - $80K | blue | 39 | 5 | 3 | 1 | 12.691,51 | 1.144,90 | 42 |
| 1 | 818770008 | 0 | 49 | F | 5 | mestrado | solteiro | menos que $40K | blue | 44 | 6 | 2 | 1 | 8.256,96 | 1.291,45 | 33 |
| 2 | 713982108 | 0 | 51 | M | 3 | mestrado | casado | $80K - $120K | blue | 36 | 4 | 0 | 1 | 3.418,56 | 1.887,72 | 20 |
| 3 | 769911858 | 0 | 40 | F | 4 | ensino medio | na | menos que $40K | blue | 34 | 3 | 1 | 4 | 3.313,03 | 1.171,56 | 20 |
| 4 | 709106358 | 0 | 40 | M | 3 | sem educacao formal | casado | $60K - $80K | blue | 21 | 5 | 0 | 1 | 4.716,22 | 816,08 | 28 |
| 5 | 713061558 | 0 | 44 | M | 2 | mestrado | casado | $40K - $60K | blue | 36 | 3 | 2 | 1 | 4.010,69 | 1.088,07 | 24 |
| 6 | 810347208 | 0 | 51 | M | 4 | na | casado | $120K + | gold | 46 | 6 | 3 | 1 | 34.516,72 | 1.330,87 | 31 |
| 7 | 818906208 | 0 | 32 | M | 0 | ensino medio | na | $60K - $80K | silver | 27 | 2 | 2 | 2 | 29.081,49 | 1.538,32 | 36 |
| 8 | 710930508 | 0 | 37 | M | 3 | sem educacao formal | solteiro | $60K - $80K | blue | 36 | 5 | 0 | 2 | 22.352,50 | 1.350,14 | 24 |
| 9 | 719661558 | 0 | 48 | M | 2 | mestrado | solteiro | $80K - $120K | blue | 36 | 6 | 3 | 3 | 11.656,41 | 1.441,73 | 32 |
| id | default | idade | sexo | dependentes | escolaridade | estado_civil | salario_anual | tipo_cartao | meses_de_relacionamento | qtd_produtos | iteracoes_12m | meses_inativo_12m | limite_credito | valor_transacoes_12m | qtd_transacoes_12m | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10117 | 712503408 | 0 | 57 | M | 2 | mestrado | casado | $80K - $120K | blue | 40 | 6 | 4 | 3 | 17.925,33 | 17.498,70 | 111 |
| 10118 | 713755458 | 1 | 50 | M | 1 | na | na | $80K - $120K | blue | 36 | 6 | 4 | 3 | 9.959,96 | 10.310,41 | 63 |
| 10119 | 716893683 | 1 | 55 | F | 3 | sem educacao formal | solteiro | na | blue | 47 | 4 | 3 | 3 | 14.657,85 | 6.009,18 | 53 |
| 10120 | 710841183 | 0 | 54 | M | 1 | ensino medio | solteiro | $60K - $80K | blue | 34 | 5 | 0 | 2 | 13.940,62 | 15.577,67 | 114 |
| 10121 | 713899383 | 0 | 56 | F | 1 | mestrado | solteiro | menos que $40K | blue | 50 | 4 | 4 | 1 | 3.688,95 | 14.596,49 | 120 |
| 10122 | 772366833 | 0 | 50 | M | 2 | mestrado | solteiro | $40K - $60K | blue | 40 | 3 | 3 | 2 | 4.003,91 | 15.476,26 | 117 |
| 10123 | 710638233 | 1 | 41 | M | 2 | na | divorciado | $40K - $60K | blue | 25 | 4 | 3 | 2 | 4.277,04 | 8.764,88 | 69 |
| 10124 | 716506083 | 1 | 44 | F | 1 | ensino medio | casado | menos que $40K | blue | 36 | 5 | 4 | 3 | 5.409,16 | 10.291,78 | 60 |
| 10125 | 717406983 | 1 | 30 | M | 2 | mestrado | na | $40K - $60K | blue | 36 | 4 | 3 | 3 | 5.281,84 | 8.395,62 | 62 |
| 10126 | 714337233 | 1 | 43 | F | 2 | mestrado | casado | menos que $40K | silver | 25 | 6 | 4 | 2 | 10.388,80 | 10.294,96 | 61 |